Ecosystem Discovery Analysis / tastelabs.com

Agent-Readiness Index Report

score_version: ars-3.0.0 · ARS methodology

Enterprise Audit
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Executive PDF
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57
CGrade
/ 100
AI-CAPABLE ECOSYSTEM
Agent Ecosystem Discovery
tastelabs.com
Archetype: Developer Platform & APIDenominator: 89 pts
Partial exploration capabilities. Lacks critical schemas or machine-indexing entrypoints.
FrameworkCustom Docs
Surfaces
1/13
Large Pages
0pgs
Nav Gap
0pts
Developer Track & MCP Parity
Inspect in CLI or test live agent trajectories in Flight Simulator
Flight Simulator
Surface Inventory1 of 13 active
✓
sitemap.xml Index
ACTIVE
–
llms.txt Index
MISSING
–
llms-full.txt Spec
MISSING
–
OpenAPI Schema
MISSING
–
MCP Configuration
MISSING
–
GitHub Repository
MISSING
–
Documentation Root
MISSING
–
API Reference
MISSING
–
Company Blog
MISSING
–
Developer Auth
MISSING
–
App Dashboard
MISSING
–
Developer Changelog
MISSING
–
Status Page
MISSING
ARS 3.0 Machine Topology MapSub-5s Discovered Surfaces
Visual graph connecting verified machine-readable endpoints across the target ecosystem.
Active
Missing
Partial
tastelabs.comactive

Host ecosystem entrypoint for autonomous agents.

Inspect Endpoint
ARS 3.0 Standard · 4-Layer Dynamic Architecture119 Discrete Checks
Layer 1: Discovery4/16 checks passed
9/20
Needs attention
Layer 2: Access & Understanding28/41 checks passed
22/30
Needs attention
Layer 3: Usability & Interoperability18/56 checks passed
16/35
Needs attention+4 bonus
Layer 4: Payments & Machine Commerce0/6 checks passed
0/0
N/A (Skipped)

Problems

28 detected
●Generate Agent Resource Discovery (ard.json)
discovery

Missing /.well-known/ard.json (ARD v0.91) specification

Target:public/.well-known/ard.json
●registry-branding
discovery

MCP manifest branding missing or incomplete at /.well-known/mcp/manifest.json

●npm-sdk-package
payments

No official SDK package found under scope tastelabs

●agent-rules-repo
payments

Missing autonomous agent guideline rules (.claude/rules or .cursorrules)

●skills-sh-listed
payments

Not listed in skills.sh verified skills registry

●Fix Catch-All 404 Route Leak
access

Anti-SPA Canary Failed: Returns soft HTTP 200 SPA shell (AI agents will hallucinate content)

Target:app/not-found.tsx
●Generate Standard llms.txt
access

Missing /llms.txt context index

Target:public/llms.txt
●markdown-negotiation
payments

Server does not return markdown when requested via Accept: text/markdown

●Generate OpenAPI 3.1 Specification
access

Missing OpenAPI 3.x machine specification (/openapi.json)

Target:public/openapi.json
●meta-description-quality
payments

Missing meta description tag

●json-ld-structured-data
payments

JSON-LD structured data not declared

●canonical-url-present
payments

Missing rel=canonical tag

●Mount Streamable HTTP MCP Server
usability

No active MCP server endpoint detected

Target:app/api/mcp/route.ts
●mcp-tools-listing
usability

MCP tools listing unavailable

●mcp-tools-breadth
usability

Product MCP lacks tool breadth (<3 tools)

●mcp-tools-schema-strict
usability

Tool schema strict typing unverified

●mcp-auth-requirement
usability

Product MCP authentication protocol verified

●mcp-transport-streamable
usability

Modern Streamable HTTP MCP transport handler active (/api/mcp)

●mcp-transport-sse
usability

SSE channel available for real-time progress streaming

●auth-md-stage-discover
usability

Stage 1 (Discover) missing

●auth-md-stage-methods
usability

Stage 2 (Methods) missing

●auth-md-stage-register
usability

Stage 3 (Register) missing

●auth-md-stage-claim
usability

Stage 4 (Claim) missing

●auth-md-stage-exchange
usability

Stage 5 (Exchange) missing

●auth-md-stage-use
usability

Stage 6 (Use) missing

●auth-md-stage-errors
usability

Stage 7 (Errors) missing

●auth-md-stage-revocation
usability

Stage 8 (Revocation) missing

●api-idempotency-keys
payments

Idempotency-Key support not detected on mutation routes

Solutions

5 available
●Generate Agent Resource Discovery (ard.json)
discovery
Target:public/.well-known/ard.json
Missing /.well-known/ard.json (ARD v0.91) specification

Run CLI remediation:
glintbase remediate ard.json
●Fix Catch-All 404 Route Leak
access
Target:app/not-found.tsx
Anti-SPA Canary Failed: Returns soft HTTP 200 SPA shell (AI agents will hallucinate content)

Run CLI remediation:
glintbase remediate next.config.mjs
●Generate Standard llms.txt
access
Target:public/llms.txt
Missing /llms.txt context index

Run CLI remediation:
glintbase remediate llms.txt
●Generate OpenAPI 3.1 Specification
payments
Target:public/openapi.json
Missing OpenAPI 3.x machine specification (/openapi.json)

Run CLI remediation:
glintbase remediate openapi.json
●Mount Streamable HTTP MCP Server
usability
Target:app/api/mcp/route.ts
No active MCP server endpoint detected

Run CLI remediation:
glintbase remediate mcp

Audit Items

Problem Summary Prompt

Copy an ARS 3.0 compressed diagnostic defect summary structured by layer for teams or LLM pipelines.

Fixes / Solutions Prompt

Copy ARS 3.0 remediation files, patches, and CLI fix commands directly for Cursor, Claude Code, or Copilot.

Autonomous Agent Flight Simulator

Test Real Agent Execution In The Cockpit

Evaluate real-world agent execution against this ecosystem across Claude Code, Cursor & Windsurf, and Perplexity Sonar. Measure token consumption tax, schema friction risks, and autonomous credential handshakes.

5-Phase TrajectoryBPE Token Tax CounterTime-to-First-Tool-Call (TTFTC)Schema Friction Index
Launch Flight Simulator
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Tastelabs Agent Readiness scorecard — 57/100
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